From bdbc674e92ffa5a4f92ed5740e89a96f1633eb64 Mon Sep 17 00:00:00 2001
From: =?UTF-8?q?The=20Vinh=20LUONG=20=28L=C6=AF=C6=A0NG=20Th=E1=BA=BF=20Vi?=
 =?UTF-8?q?nh=29?= <TheVinhLuong@gmail.com>
Date: Wed, 2 Oct 2024 09:44:08 -0700
Subject: [PATCH] update GitHub Pages documentation site

---
 GETTING_STARTED.html                          |   2 +-
 LICENSE.html                                  |   2 +-
 _static/documentation_options.js              |   2 +-
 genindex.html                                 | 379 +++++++++++++++++-
 index.html                                    |   2 +-
 modules.html                                  | 167 +++++++-
 ...a.deprecated.adapter.abstract_adapter.html |   2 +-
 openssa.deprecated.adapter.base_adapter.html  |   2 +-
 openssa.deprecated.adapter.html               |   2 +-
 ...a.deprecated.backend.abstract_backend.html |   2 +-
 openssa.deprecated.backend.base_backend.html  |   2 +-
 openssa.deprecated.backend.html               |   2 +-
 openssa.deprecated.backend.rag_backend.html   |   2 +-
 openssa.deprecated.backend.text_backend.html  |   2 +-
 openssa.deprecated.html                       | 167 +++++++-
 ...a.deprecated.integrations.api_context.html | 182 +++++++++
 openssa.deprecated.integrations.azure.html    | 113 ++++++
 ...ssa.deprecated.integrations.azure.ssm.html | 105 +++++
 openssa.deprecated.integrations.html          | 168 ++++++++
 ...a.deprecated.integrations.huggingface.html | 113 ++++++
 ...precated.integrations.huggingface.slm.html | 105 +++++
 ...precated.integrations.huggingface.ssm.html | 105 +++++
 ...ssa.deprecated.integrations.lepton_ai.html | 113 ++++++
 ...deprecated.integrations.lepton_ai.ssm.html | 105 +++++
 ...ated.integrations.llama_index.backend.html | 105 +++++
 ...a.deprecated.integrations.llama_index.html | 113 ++++++
 ...precated.integrations.llama_index.ssm.html | 105 +++++
 openssa.deprecated.integrations.openai.html   | 113 ++++++
 ...sa.deprecated.integrations.openai.ssm.html | 105 +++++
 openssa.deprecated.ooda.deprecated.html       |   2 +-
 ...ssa.deprecated.ooda.deprecated.solver.html |   2 +-
 openssa.deprecated.ooda.heuristic.html        |   2 +-
 openssa.deprecated.ooda.html                  |   2 +-
 openssa.deprecated.ooda.ooda_loop.html        |   2 +-
 openssa.deprecated.ooda.task.html             |   2 +-
 ...sa.deprecated.ooda_rag.builtin_agents.html |   4 +-
 openssa.deprecated.ooda_rag.custom.html       |   2 +-
 openssa.deprecated.ooda_rag.heuristic.html    |   2 +-
 openssa.deprecated.ooda_rag.html              |   2 +-
 openssa.deprecated.ooda_rag.notifier.html     |   2 +-
 openssa.deprecated.ooda_rag.ooda.html         |   2 +-
 openssa.deprecated.ooda_rag.ooda_ssa.html     |   2 +-
 openssa.deprecated.ooda_rag.prompts.html      |   2 +-
 ...ated.ooda_rag.query_rewritting_engine.html |   2 +-
 openssa.deprecated.ooda_rag.rag_ooda.html     |   2 +-
 ...cated.ooda_rag.resources.dense_x.base.html |   2 +-
 ...ed.ooda_rag.resources.dense_x.dense_x.html |   2 +-
 ...deprecated.ooda_rag.resources.dense_x.html |   2 +-
 openssa.deprecated.ooda_rag.resources.html    |   2 +-
 ...cated.ooda_rag.resources.rag_resource.html |   2 +-
 ...ecated.ooda_rag.resources.standard_vi.html |   2 +-
 ...rag.resources.standard_vi.standard_vi.html |   2 +-
 openssa.deprecated.ooda_rag.tools.html        |   2 +-
 openssa.deprecated.prompts.html               |   2 +-
 openssa.deprecated.ssa.agent.html             |   2 +-
 openssa.deprecated.ssa.html                   |   2 +-
 openssa.deprecated.ssa.rag_ssa.html           |   2 +-
 openssa.deprecated.ssa.ssa.html               |   2 +-
 openssa.deprecated.ssa.ssa_service.html       |   2 +-
 openssa.deprecated.ssm.abstract_ssm.html      |   2 +-
 ...a.deprecated.ssm.abstract_ssm_builder.html |   2 +-
 openssa.deprecated.ssm.base_ssm.html          |   2 +-
 openssa.deprecated.ssm.base_ssm_builder.html  |   2 +-
 openssa.deprecated.ssm.html                   |   2 +-
 openssa.deprecated.ssm.rag_ssm.html           |   2 +-
 openssa.deprecated.utils.config.html          | 198 +++++++++
 ...utils.deprecated.aitomatic_llm_config.html | 169 ++++++++
 openssa.deprecated.utils.deprecated.html      | 113 ++++++
 ...ated.utils.deprecated.llama_index_api.html | 105 +++++
 openssa.deprecated.utils.html                 | 223 +++++++++++
 openssa.deprecated.utils.llms.html            | 270 +++++++++++++
 openssa.deprecated.utils.logs.html            | 135 +++++++
 ...deprecated.utils.rag_service_contexts.html | 146 +++++++
 openssa.deprecated.utils.usage_logger.html    | 127 ++++++
 openssa.deprecated.utils.utils.html           | 177 ++++++++
 openssa.html                                  | 167 +++++++-
 py-modindex.html                              |  82 +++-
 search.html                                   |   2 +-
 78 files changed, 4309 insertions(+), 66 deletions(-)
 create mode 100644 openssa.deprecated.integrations.api_context.html
 create mode 100644 openssa.deprecated.integrations.azure.html
 create mode 100644 openssa.deprecated.integrations.azure.ssm.html
 create mode 100644 openssa.deprecated.integrations.html
 create mode 100644 openssa.deprecated.integrations.huggingface.html
 create mode 100644 openssa.deprecated.integrations.huggingface.slm.html
 create mode 100644 openssa.deprecated.integrations.huggingface.ssm.html
 create mode 100644 openssa.deprecated.integrations.lepton_ai.html
 create mode 100644 openssa.deprecated.integrations.lepton_ai.ssm.html
 create mode 100644 openssa.deprecated.integrations.llama_index.backend.html
 create mode 100644 openssa.deprecated.integrations.llama_index.html
 create mode 100644 openssa.deprecated.integrations.llama_index.ssm.html
 create mode 100644 openssa.deprecated.integrations.openai.html
 create mode 100644 openssa.deprecated.integrations.openai.ssm.html
 create mode 100644 openssa.deprecated.utils.config.html
 create mode 100644 openssa.deprecated.utils.deprecated.aitomatic_llm_config.html
 create mode 100644 openssa.deprecated.utils.deprecated.html
 create mode 100644 openssa.deprecated.utils.deprecated.llama_index_api.html
 create mode 100644 openssa.deprecated.utils.html
 create mode 100644 openssa.deprecated.utils.llms.html
 create mode 100644 openssa.deprecated.utils.logs.html
 create mode 100644 openssa.deprecated.utils.rag_service_contexts.html
 create mode 100644 openssa.deprecated.utils.usage_logger.html
 create mode 100644 openssa.deprecated.utils.utils.html

diff --git a/GETTING_STARTED.html b/GETTING_STARTED.html
index 3e4854a2f..e6c1f10ce 100644
--- a/GETTING_STARTED.html
+++ b/GETTING_STARTED.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/LICENSE.html b/LICENSE.html
index cc554d21b..8a8f93f92 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/_static/documentation_options.js b/_static/documentation_options.js
index 7656ec5b9..ed0daf9ef 100644
--- a/_static/documentation_options.js
+++ b/_static/documentation_options.js
@@ -1,5 +1,5 @@
 const DOCUMENTATION_OPTIONS = {
-    VERSION: '0.24.6.8',
+    VERSION: '0.24.9.30',
     LANGUAGE: 'en',
     COLLAPSE_INDEX: false,
     BUILDER: 'html',
diff --git a/genindex.html b/genindex.html
index 329df06b0..9684a8f40 100644
--- a/genindex.html
+++ b/genindex.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -97,6 +97,8 @@ <h1 id="index">Index</h1>
  | <a href="#F"><strong>F</strong></a>
  | <a href="#G"><strong>G</strong></a>
  | <a href="#H"><strong>H</strong></a>
+ | <a href="#I"><strong>I</strong></a>
+ | <a href="#K"><strong>K</strong></a>
  | <a href="#L"><strong>L</strong></a>
  | <a href="#M"><strong>M</strong></a>
  | <a href="#N"><strong>N</strong></a>
@@ -107,15 +109,30 @@ <h1 id="index">Index</h1>
  | <a href="#S"><strong>S</strong></a>
  | <a href="#T"><strong>T</strong></a>
  | <a href="#U"><strong>U</strong></a>
+ | <a href="#V"><strong>V</strong></a>
  
 </div>
 <h2 id="A">A</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext">AbstractAPIContext (class in openssa.deprecated.integrations.api_context)</a>
+</li>
       <li><a href="openssa.deprecated.ssa.ssa.html#openssa.deprecated.ssa.ssa.AbstractSSA">AbstractSSA (class in openssa.deprecated.ssa.ssa)</a>
 </li>
       <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.AbstractSSAService">AbstractSSAService (class in openssa.deprecated.ssa.ssa_service)</a>
 </li>
+      <li><a href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger">AbstractUsageLogger (class in openssa.deprecated.utils.usage_logger)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.acall">acall() (openssa.deprecated.utils.llms.AnLLM method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.aclient">aclient (openssa.deprecated.utils.llms.AnLLM property)</a>
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.aclient">(openssa.deprecated.utils.llms.AzureLLM property)</a>
+</li>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.aclient">(openssa.deprecated.utils.llms.OpenAILLM property)</a>
+</li>
+      </ul></li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.ACT">ACT (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.Solver.act">act() (openssa.deprecated.ooda.deprecated.solver.Solver method)</a>
@@ -133,9 +150,21 @@ <h2 id="A">A</h2>
       <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSAService.AIMO_API_URL">AIMO_API_URL (openssa.deprecated.ssa.ssa_service.SSAService attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSAService.AISO_API_KEY">AISO_API_KEY (openssa.deprecated.ssa.ssa_service.SSAService attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY">AITOMATIC_API_KEY (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL">AITOMATIC_API_URL (openssa.deprecated.utils.config.Config attribute)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B">AITOMATIC_API_URL_70B (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B">AITOMATIC_API_URL_7B (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM">AitomaticLLM (class in openssa.deprecated.utils.llms)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM">AnLLM (class in openssa.deprecated.utils.llms)</a>
+</li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.ANSWER_VALIDATION">ANSWER_VALIDATION (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.AnswerValidator">AnswerValidator (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
@@ -159,6 +188,14 @@ <h2 id="A">A</h2>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.AskUserAgentV2">AskUserAgentV2 (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.Persona.ASSISTANT">ASSISTANT (openssa.deprecated.ooda_rag.builtin_agents.Persona attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_API_VERSION">AZURE_API_VERSION (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY">AZURE_OPENAI_API_KEY (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL">AZURE_OPENAI_API_URL (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM">AzureLLM (class in openssa.deprecated.utils.llms)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -166,10 +203,14 @@ <h2 id="A">A</h2>
 <h2 id="B">B</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.base">base (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
       <li><a href="openssa.deprecated.ssa.ssa.html#openssa.deprecated.ssa.ssa.BaseSSA">BaseSSA (class in openssa.deprecated.ssa.ssa)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger">BasicUsageLogger (class in openssa.deprecated.utils.usage_logger)</a>
+</li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt">BuiltInAgentPrompt (class in openssa.deprecated.ooda_rag.prompts)</a>
 </li>
   </ul></td>
@@ -178,6 +219,14 @@ <h2 id="B">B</h2>
 <h2 id="C">C</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.call">call() (openssa.deprecated.utils.llms.AnLLM method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result">canonicalize_discuss_result() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_query_response">canonicalize_query_response() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_user_input">canonicalize_user_input() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
       <li><a href="openssa.deprecated.ssa.ssa.html#openssa.deprecated.ssa.ssa.AbstractSSA.chat">chat() (openssa.deprecated.ssa.ssa.AbstractSSA method)</a>
 
       <ul>
@@ -192,13 +241,25 @@ <h2 id="C">C</h2>
       </ul></li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.client">client (openssa.deprecated.utils.llms.AnLLM property)</a>
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.client">(openssa.deprecated.utils.llms.AzureLLM property)</a>
+</li>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.client">(openssa.deprecated.utils.llms.OpenAILLM property)</a>
+</li>
+      </ul></li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.CommAgent">CommAgent (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.COMMUNICATION">COMMUNICATION (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config">Config (class in openssa.deprecated.utils.config)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.CONTENT_VALIDATION">CONTENT_VALIDATION (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.ContextValidator">ContextValidator (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.create_embeddings">create_embeddings() (openssa.deprecated.utils.llms.AnLLM method)</a>
 </li>
       <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSARAGService.create_rag_agent">create_rag_agent() (openssa.deprecated.ssa.ssa_service.SSARAGService class method)</a>
 </li>
@@ -208,21 +269,45 @@ <h2 id="C">C</h2>
 <h2 id="D">D</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEBUG">DEBUG (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.DECIDE">DECIDE (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.Solver.decide">decide() (openssa.deprecated.ooda.deprecated.solver.Solver method)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.DECOMPOSE_INTO_OODA">DECOMPOSE_INTO_OODA (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
 </li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.DECOMPOSE_INTO_SUBTASKS">DECOMPOSE_INTO_SUBTASKS (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda.heuristic.html#openssa.deprecated.ooda.heuristic.Heuristic.decompose_task">decompose_task() (openssa.deprecated.ooda.heuristic.Heuristic method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE">DEFAULT_TEMPERATURE (openssa.deprecated.utils.config.Config attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.heuristic.html#openssa.deprecated.ooda_rag.heuristic.DefaultOODAHeuristic">DefaultOODAHeuristic (class in openssa.deprecated.ooda_rag.heuristic)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.resources.dense_x.base.html#openssa.deprecated.ooda_rag.resources.dense_x.base.DenseXRetrievalPack">DenseXRetrievalPack (class in openssa.deprecated.ooda_rag.resources.dense_x.base)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result">do_canonicalize_discuss_result() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response">do_canonicalize_query_response() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input">do_canonicalize_user_input() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result">do_canonicalize_user_input_and_discuss_result() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response">do_canonicalize_user_input_and_query_response() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry">do_log_entry() (openssa.deprecated.utils.logs.Logs static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit">do_log_entry_and_exit() (openssa.deprecated.utils.logs.Logs static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_exit">do_log_exit() (openssa.deprecated.utils.logs.Logs static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_gdrive">download_gdrive() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_s3">download_s3() (openssa.deprecated.utils.utils.Utils static method)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -230,6 +315,8 @@ <h2 id="D">D</h2>
 <h2 id="E">E</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine">engine (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
       <li><a href="openssa.deprecated.ooda_rag.notifier.html#openssa.deprecated.ooda_rag.notifier.EventTypes">EventTypes (class in openssa.deprecated.ooda_rag.notifier)</a>
 </li>
       <li><a href="openssa.deprecated.ooda.ooda_loop.html#openssa.deprecated.ooda.ooda_loop.OODALoop.Step.execute">execute() (openssa.deprecated.ooda.ooda_loop.OODALoop.Step method)</a>
@@ -261,6 +348,10 @@ <h2 id="F">F</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.FORMULATE_TASK">FORMULATE_TASK (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults">from_defaults() (openssa.deprecated.integrations.api_context.AbstractAPIContext class method)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -270,7 +361,47 @@ <h2 id="G">G</h2>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.GENERATE_OODA_PLAN">GENERATE_OODA_PLAN (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
 </li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc">get_aitomatic_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc">get_azure_jp_openai_35_turbo_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc">get_azure_openai_4_0125_preview_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc">get_azure_openai_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_default">get_default() (openssa.deprecated.utils.llms.AitomaticLLM class method)</a>
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_default">(openssa.deprecated.utils.llms.AzureLLM class method)</a>
+</li>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_default">(openssa.deprecated.utils.llms.OpenAILLM class method)</a>
+</li>
+      </ul></li>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.History.get_findings">get_findings() (openssa.deprecated.ooda.deprecated.solver.History method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35">get_gpt_35() (openssa.deprecated.utils.llms.AzureLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k">get_gpt_35_16k() (openssa.deprecated.utils.llms.AzureLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo">get_gpt_35_turbo() (openssa.deprecated.utils.llms.OpenAILLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106">get_gpt_35_turbo_1106() (openssa.deprecated.utils.llms.OpenAILLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4">get_gpt_4() (openssa.deprecated.utils.llms.AzureLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview">get_gpt_4_0125_preview() (openssa.deprecated.utils.llms.OpenAILLM class method)</a>
+</li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview">get_gpt_4_1106_preview() (openssa.deprecated.utils.llms.OpenAILLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b">get_intel_neural_chat_7b() (openssa.deprecated.utils.llms.AitomaticLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b">get_llama2_70b() (openssa.deprecated.utils.llms.AitomaticLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b">get_llama2_7b() (openssa.deprecated.utils.llms.AitomaticLLM class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.get_logger">get_logger() (openssa.deprecated.utils.logs.Logs static method)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.query_rewritting_engine.html#openssa.deprecated.ooda_rag.query_rewritting_engine.QueryRewritingRetrieverPack.get_modules">get_modules() (openssa.deprecated.ooda_rag.query_rewritting_engine.QueryRewritingRetrieverPack method)</a>
 
@@ -278,9 +409,19 @@ <h2 id="G">G</h2>
         <li><a href="openssa.deprecated.ooda_rag.resources.dense_x.base.html#openssa.deprecated.ooda_rag.resources.dense_x.base.DenseXRetrievalPack.get_modules">(openssa.deprecated.ooda_rag.resources.dense_x.base.DenseXRetrievalPack method)</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc">get_openai_35_turbo_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc">get_openai_4_0125_preview_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc">get_openai_sc() (openssa.deprecated.utils.rag_service_contexts.ServiceContextManager class method)</a>
+</li>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.LLM.get_response">get_response() (openssa.deprecated.ooda.deprecated.solver.LLM method)</a>
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.get_response">(openssa.deprecated.utils.llms.AnLLM method)</a>
+</li>
+      </ul></li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b">get_yi_34b() (openssa.deprecated.utils.llms.AitomaticLLM class method)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.GoalAgent">GoalAgent (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
@@ -311,9 +452,29 @@ <h2 id="H">H</h2>
   </ul></td>
 </tr></table>
 
+<h2 id="I">I</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion">is_chat_completion (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="K">K</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.key">key (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+  </ul></td>
+</tr></table>
+
 <h2 id="L">L</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_KEY">LEPTON_API_KEY (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_URL">LEPTON_API_URL (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.LLM">LLM (class in openssa.deprecated.ooda.deprecated.solver)</a>
 </li>
       <li><a href="openssa.deprecated.ssa.ssa.html#openssa.deprecated.ssa.ssa.AbstractSSA.load">load() (openssa.deprecated.ssa.ssa.AbstractSSA class method)</a>
@@ -329,6 +490,14 @@ <h2 id="L">L</h2>
       <li><a href="openssa.deprecated.ooda_rag.resources.dense_x.base.html#openssa.deprecated.ooda_rag.resources.dense_x.base.load_nodes_dict">load_nodes_dict() (in module openssa.deprecated.ooda_rag.resources.dense_x.base)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.html#openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.load_standard_vi">load_standard_vi() (in module openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage">log_usage() (openssa.deprecated.utils.usage_logger.AbstractUsageLogger method)</a>
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage">(openssa.deprecated.utils.usage_logger.BasicUsageLogger method)</a>
+</li>
+      </ul></li>
+      <li><a href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs">Logs (class in openssa.deprecated.utils.logs)</a>
 </li>
   </ul></td>
 </tr></table>
@@ -341,6 +510,16 @@ <h2 id="M">M</h2>
       <li><a href="openssa.deprecated.ooda_rag.notifier.html#openssa.deprecated.ooda_rag.notifier.EventTypes.MAINTASK">MAINTASK (openssa.deprecated.ooda_rag.notifier.EventTypes attribute)</a>
 </li>
       <li><a href="openssa.deprecated.prompts.html#openssa.deprecated.prompts.Prompts.make_prompt">make_prompt() (openssa.deprecated.prompts.Prompts method)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens">max_tokens (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model">model (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields">model_computed_fields (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config">model_config (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields">model_fields (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
 </li>
       <li>
     module
@@ -353,6 +532,20 @@ <h2 id="M">M</h2>
         <li><a href="openssa.deprecated.adapter.html#module-openssa.deprecated.adapter">openssa.deprecated.adapter</a>
 </li>
         <li><a href="openssa.deprecated.backend.html#module-openssa.deprecated.backend">openssa.deprecated.backend</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.html#module-openssa.deprecated.integrations">openssa.deprecated.integrations</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.api_context.html#module-openssa.deprecated.integrations.api_context">openssa.deprecated.integrations.api_context</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.azure.html#module-openssa.deprecated.integrations.azure">openssa.deprecated.integrations.azure</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.huggingface.html#module-openssa.deprecated.integrations.huggingface">openssa.deprecated.integrations.huggingface</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.lepton_ai.html#module-openssa.deprecated.integrations.lepton_ai">openssa.deprecated.integrations.lepton_ai</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.llama_index.html#module-openssa.deprecated.integrations.llama_index">openssa.deprecated.integrations.llama_index</a>
+</li>
+        <li><a href="openssa.deprecated.integrations.openai.html#module-openssa.deprecated.integrations.openai">openssa.deprecated.integrations.openai</a>
 </li>
         <li><a href="openssa.deprecated.ooda.html#module-openssa.deprecated.ooda">openssa.deprecated.ooda</a>
 </li>
@@ -403,6 +596,24 @@ <h2 id="M">M</h2>
         <li><a href="openssa.deprecated.ssa.ssa_service.html#module-openssa.deprecated.ssa.ssa_service">openssa.deprecated.ssa.ssa_service</a>
 </li>
         <li><a href="openssa.deprecated.ssm.html#module-openssa.deprecated.ssm">openssa.deprecated.ssm</a>
+</li>
+        <li><a href="openssa.deprecated.utils.html#module-openssa.deprecated.utils">openssa.deprecated.utils</a>
+</li>
+        <li><a href="openssa.deprecated.utils.config.html#module-openssa.deprecated.utils.config">openssa.deprecated.utils.config</a>
+</li>
+        <li><a href="openssa.deprecated.utils.deprecated.html#module-openssa.deprecated.utils.deprecated">openssa.deprecated.utils.deprecated</a>
+</li>
+        <li><a href="openssa.deprecated.utils.deprecated.aitomatic_llm_config.html#module-openssa.deprecated.utils.deprecated.aitomatic_llm_config">openssa.deprecated.utils.deprecated.aitomatic_llm_config</a>
+</li>
+        <li><a href="openssa.deprecated.utils.llms.html#module-openssa.deprecated.utils.llms">openssa.deprecated.utils.llms</a>
+</li>
+        <li><a href="openssa.deprecated.utils.logs.html#module-openssa.deprecated.utils.logs">openssa.deprecated.utils.logs</a>
+</li>
+        <li><a href="openssa.deprecated.utils.rag_service_contexts.html#module-openssa.deprecated.utils.rag_service_contexts">openssa.deprecated.utils.rag_service_contexts</a>
+</li>
+        <li><a href="openssa.deprecated.utils.usage_logger.html#module-openssa.deprecated.utils.usage_logger">openssa.deprecated.utils.usage_logger</a>
+</li>
+        <li><a href="openssa.deprecated.utils.utils.html#module-openssa.deprecated.utils.utils">openssa.deprecated.utils.utils</a>
 </li>
       </ul></li>
   </ul></td>
@@ -442,6 +653,12 @@ <h2 id="O">O</h2>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.OODAPlanAgent">OODAPlanAgent (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts">OODAPrompts (class in openssa.deprecated.ooda_rag.prompts)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_KEY">OPENAI_API_KEY (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_URL">OPENAI_API_URL (openssa.deprecated.utils.config.Config attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM">OpenAILLM (class in openssa.deprecated.utils.llms)</a>
 </li>
       <li>
     openssa
@@ -469,6 +686,55 @@ <h2 id="O">O</h2>
 
       <ul>
         <li><a href="openssa.deprecated.backend.html#module-openssa.deprecated.backend">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.html#module-openssa.deprecated.integrations">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.api_context
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.api_context.html#module-openssa.deprecated.integrations.api_context">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.azure
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.azure.html#module-openssa.deprecated.integrations.azure">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.huggingface
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.huggingface.html#module-openssa.deprecated.integrations.huggingface">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.lepton_ai
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.lepton_ai.html#module-openssa.deprecated.integrations.lepton_ai">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.llama_index
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.llama_index.html#module-openssa.deprecated.integrations.llama_index">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.integrations.openai
+
+      <ul>
+        <li><a href="openssa.deprecated.integrations.openai.html#module-openssa.deprecated.integrations.openai">module</a>
 </li>
       </ul></li>
       <li>
@@ -534,8 +800,6 @@ <h2 id="O">O</h2>
         <li><a href="openssa.deprecated.ooda_rag.heuristic.html#module-openssa.deprecated.ooda_rag.heuristic">module</a>
 </li>
       </ul></li>
-  </ul></td>
-  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     openssa.deprecated.ooda_rag.notifier
 
@@ -543,6 +807,8 @@ <h2 id="O">O</h2>
         <li><a href="openssa.deprecated.ooda_rag.notifier.html#module-openssa.deprecated.ooda_rag.notifier">module</a>
 </li>
       </ul></li>
+  </ul></td>
+  <td style="width: 33%; vertical-align: top;"><ul>
       <li>
     openssa.deprecated.ooda_rag.prompts
 
@@ -646,6 +912,69 @@ <h2 id="O">O</h2>
 
       <ul>
         <li><a href="openssa.deprecated.ssm.html#module-openssa.deprecated.ssm">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.html#module-openssa.deprecated.utils">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.config
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.config.html#module-openssa.deprecated.utils.config">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.deprecated
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.deprecated.html#module-openssa.deprecated.utils.deprecated">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.deprecated.aitomatic_llm_config
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.deprecated.aitomatic_llm_config.html#module-openssa.deprecated.utils.deprecated.aitomatic_llm_config">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.llms
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.llms.html#module-openssa.deprecated.utils.llms">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.logs
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.logs.html#module-openssa.deprecated.utils.logs">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.rag_service_contexts
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.rag_service_contexts.html#module-openssa.deprecated.utils.rag_service_contexts">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.usage_logger
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.usage_logger.html#module-openssa.deprecated.utils.usage_logger">module</a>
+</li>
+      </ul></li>
+      <li>
+    openssa.deprecated.utils.utils
+
+      <ul>
+        <li><a href="openssa.deprecated.utils.utils.html#module-openssa.deprecated.utils.utils">module</a>
 </li>
       </ul></li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.ORIENT">ORIENT (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
@@ -658,12 +987,14 @@ <h2 id="O">O</h2>
 <h2 id="P">P</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.Persona">Persona (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
+      <li><a href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.parse_output">parse_output() (openssa.deprecated.utils.llms.AnLLM method)</a>
 </li>
-      <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.PROBLEM_STATEMENT">PROBLEM_STATEMENT (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
+      <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.Persona">Persona (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt.PROBLEM_STATEMENT">PROBLEM_STATEMENT (openssa.deprecated.ooda_rag.prompts.BuiltInAgentPrompt attribute)</a>
+</li>
       <li><a href="openssa.deprecated.prompts.html#openssa.deprecated.prompts.Prompts">Prompts (class in openssa.deprecated.prompts)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.prompts.html#openssa.deprecated.ooda_rag.prompts.OODAPrompts.PROVIDE_TOOLS">PROVIDE_TOOLS (openssa.deprecated.ooda_rag.prompts.OODAPrompts attribute)</a>
@@ -718,6 +1049,10 @@ <h2 id="S">S</h2>
         <li><a href="openssa.deprecated.ssa.agent.html#openssa.deprecated.ssa.agent.Agent.select_optimal_heuristic">(openssa.deprecated.ssa.agent.Agent method)</a>
 </li>
       </ul></li>
+      <li><a href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager">ServiceContextManager (class in openssa.deprecated.utils.rag_service_contexts)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.setenv">setenv() (openssa.deprecated.utils.config.Config static method)</a>
+</li>
       <li><a href="openssa.deprecated.ooda.heuristic.html#openssa.deprecated.ooda.heuristic.Heuristic.should_subtask">should_subtask() (openssa.deprecated.ooda.heuristic.Heuristic method)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.notifier.html#openssa.deprecated.ooda_rag.notifier.SimpleNotifier">SimpleNotifier (class in openssa.deprecated.ooda_rag.notifier)</a>
@@ -733,11 +1068,11 @@ <h2 id="S">S</h2>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.Solver">Solver (class in openssa.deprecated.ooda.deprecated.solver)</a>
 </li>
       <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSARAGService">SSARAGService (class in openssa.deprecated.ssa.ssa_service)</a>
-</li>
-      <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSAService">SSAService (class in openssa.deprecated.ssa.ssa_service)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSAService">SSAService (class in openssa.deprecated.ssa.ssa_service)</a>
+</li>
       <li><a href="openssa.deprecated.ooda.task.html#openssa.deprecated.ooda.task.Task.status">status (openssa.deprecated.ooda.task.Task property)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.resources.dense_x.base.html#openssa.deprecated.ooda_rag.resources.dense_x.base.store_nodes_dict">store_nodes_dict() (in module openssa.deprecated.ooda_rag.resources.dense_x.base)</a>
@@ -779,9 +1114,13 @@ <h2 id="T">T</h2>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.TaskAgent">TaskAgent (class in openssa.deprecated.ooda_rag.builtin_agents)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.heuristic.html#openssa.deprecated.ooda_rag.heuristic.TaskDecompositionHeuristic">TaskDecompositionHeuristic (class in openssa.deprecated.ooda_rag.heuristic)</a>
+</li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature">temperature (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.timeit">timeit() (openssa.deprecated.utils.utils.Utils static method)</a>
+</li>
       <li><a href="openssa.deprecated.ssa.ssa.html#openssa.deprecated.ssa.ssa.AbstractSSA.train">train() (openssa.deprecated.ssa.ssa.AbstractSSA class method)</a>
 
       <ul>
@@ -794,6 +1133,8 @@ <h2 id="T">T</h2>
         <li><a href="openssa.deprecated.ssa.ssa_service.html#openssa.deprecated.ssa.ssa_service.SSAService.train">(openssa.deprecated.ssa.ssa_service.SSAService class method)</a>
 </li>
       </ul></li>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.type">type (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
+</li>
   </ul></td>
 </tr></table>
 
@@ -801,12 +1142,26 @@ <h2 id="U">U</h2>
 <table style="width: 100%" class="indextable genindextable"><tr>
   <td style="width: 33%; vertical-align: top;"><ul>
       <li><a href="openssa.deprecated.ooda.deprecated.solver.html#openssa.deprecated.ooda.deprecated.solver.History.update">update() (openssa.deprecated.ooda.deprecated.solver.History method)</a>
+</li>
+      <li><a href="openssa.deprecated.ssa.agent.html#openssa.deprecated.ssa.agent.Agent.update_memory">update_memory() (openssa.deprecated.ssa.agent.Agent method)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE">US_AZURE_OPENAI_API_BASE (openssa.deprecated.utils.config.Config attribute)</a>
 </li>
   </ul></td>
   <td style="width: 33%; vertical-align: top;"><ul>
-      <li><a href="openssa.deprecated.ssa.agent.html#openssa.deprecated.ssa.agent.Agent.update_memory">update_memory() (openssa.deprecated.ssa.agent.Agent method)</a>
+      <li><a href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY">US_AZURE_OPENAI_API_KEY (openssa.deprecated.utils.config.Config attribute)</a>
 </li>
       <li><a href="openssa.deprecated.ooda_rag.builtin_agents.html#openssa.deprecated.ooda_rag.builtin_agents.Persona.USER">USER (openssa.deprecated.ooda_rag.builtin_agents.Persona attribute)</a>
+</li>
+      <li><a href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils">Utils (class in openssa.deprecated.utils.utils)</a>
+</li>
+  </ul></td>
+</tr></table>
+
+<h2 id="V">V</h2>
+<table style="width: 100%" class="indextable genindextable"><tr>
+  <td style="width: 33%; vertical-align: top;"><ul>
+      <li><a href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.version">version (openssa.deprecated.integrations.api_context.AbstractAPIContext attribute)</a>
 </li>
   </ul></td>
 </tr></table>
diff --git a/index.html b/index.html
index 55d36c202..76007dc51 100644
--- a/index.html
+++ b/index.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/modules.html b/modules.html
index ce6e50051..1cbfe1a5b 100644
--- a/modules.html
+++ b/modules.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -106,6 +106,61 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 </ul>
 </li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.html">openssa.deprecated.integrations namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.azure.html">openssa.deprecated.integrations.azure namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.azure.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html">openssa.deprecated.integrations.huggingface namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html">openssa.deprecated.integrations.lepton_ai namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html">openssa.deprecated.integrations.llama_index namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.openai.html">openssa.deprecated.integrations.openai namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.openai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.html#submodules">Submodules</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.type"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.type</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.key"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.key</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.base"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.base</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.version"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.version</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.engine</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.max_tokens</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.temperature</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.is_chat_completion</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.from_defaults()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_computed_fields</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_config</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_fields</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.ooda.html">openssa.deprecated.ooda namespace</a><ul>
 <li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.ooda.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.ooda.deprecated.html">openssa.deprecated.ooda.deprecated namespace</a><ul>
@@ -330,6 +385,116 @@ <h1>openssa<a class="headerlink" href="#openssa" title="Link to this heading">¶
 </li>
 </ul>
 </li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.html">openssa.deprecated.utils namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html">openssa.deprecated.utils.deprecated namespace</a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.html#submodules">Submodules</a><ul>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEBUG"><code class="docutils literal notranslate"><span class="pre">Config.DEBUG</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_7B</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_70B</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_API_VERSION"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_API_VERSION</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_BASE</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_KEY</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_URL</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.setenv"><code class="docutils literal notranslate"><span class="pre">Config.setenv()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.llms.html"><code class="docutils literal notranslate"><span class="pre">AnLLM</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.client"><code class="docutils literal notranslate"><span class="pre">AnLLM.client</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AnLLM.aclient</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.call"><code class="docutils literal notranslate"><span class="pre">AnLLM.call()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.acall"><code class="docutils literal notranslate"><span class="pre">AnLLM.acall()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.create_embeddings"><code class="docutils literal notranslate"><span class="pre">AnLLM.create_embeddings()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.get_response"><code class="docutils literal notranslate"><span class="pre">AnLLM.get_response()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.parse_output"><code class="docutils literal notranslate"><span class="pre">AnLLM.parse_output()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM"><code class="docutils literal notranslate"><span class="pre">OpenAILLM</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.client</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.aclient"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.aclient</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_default"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_default()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo_1106()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_0125_preview()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_1106_preview()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_default()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_70b()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_7b()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_yi_34b()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_intel_neural_chat_7b()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM"><code class="docutils literal notranslate"><span class="pre">AzureLLM</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.client"><code class="docutils literal notranslate"><span class="pre">AzureLLM.client</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AzureLLM.aclient</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_default()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35_16k()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_4()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.logs.html"><code class="docutils literal notranslate"><span class="pre">Logs</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.get_logger"><code class="docutils literal notranslate"><span class="pre">Logs.get_logger()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry_and_exit()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_exit()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_aitomatic_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_jp_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_4_0125_preview_sc()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_4_0125_preview_sc()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l7"><a class="reference internal" href="openssa.deprecated.utils.utils.html"><code class="docutils literal notranslate"><span class="pre">Utils</span></code></a><ul>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_query_response()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_discuss_result()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_gdrive"><code class="docutils literal notranslate"><span class="pre">Utils.download_gdrive()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_s3"><code class="docutils literal notranslate"><span class="pre">Utils.download_s3()</span></code></a></li>
+<li class="toctree-l8"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.timeit"><code class="docutils literal notranslate"><span class="pre">Utils.timeit()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.html#submodules">Submodules</a><ul>
diff --git a/openssa.deprecated.adapter.abstract_adapter.html b/openssa.deprecated.adapter.abstract_adapter.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.adapter.abstract_adapter.html
+++ b/openssa.deprecated.adapter.abstract_adapter.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.adapter.base_adapter.html b/openssa.deprecated.adapter.base_adapter.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.adapter.base_adapter.html
+++ b/openssa.deprecated.adapter.base_adapter.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.adapter.html b/openssa.deprecated.adapter.html
index 8155b7239..38f99523d 100644
--- a/openssa.deprecated.adapter.html
+++ b/openssa.deprecated.adapter.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.backend.abstract_backend.html b/openssa.deprecated.backend.abstract_backend.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.backend.abstract_backend.html
+++ b/openssa.deprecated.backend.abstract_backend.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.backend.base_backend.html b/openssa.deprecated.backend.base_backend.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.backend.base_backend.html
+++ b/openssa.deprecated.backend.base_backend.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.backend.html b/openssa.deprecated.backend.html
index 8a49092f3..9f3e21dc3 100644
--- a/openssa.deprecated.backend.html
+++ b/openssa.deprecated.backend.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.backend.rag_backend.html b/openssa.deprecated.backend.rag_backend.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.backend.rag_backend.html
+++ b/openssa.deprecated.backend.rag_backend.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.backend.text_backend.html b/openssa.deprecated.backend.text_backend.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.backend.text_backend.html
+++ b/openssa.deprecated.backend.text_backend.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.html b/openssa.deprecated.html
index 0e6487514..e5159a4fd 100644
--- a/openssa.deprecated.html
+++ b/openssa.deprecated.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -103,6 +103,61 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.html">openssa.deprecated.integrations namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.azure.html">openssa.deprecated.integrations.azure namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.azure.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html">openssa.deprecated.integrations.huggingface namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html">openssa.deprecated.integrations.lepton_ai namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html">openssa.deprecated.integrations.llama_index namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.openai.html">openssa.deprecated.integrations.openai namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.openai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.type"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.type</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.key"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.key</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.base"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.base</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.version"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.version</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.engine</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.max_tokens</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.temperature</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.is_chat_completion</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.from_defaults()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_computed_fields</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_config</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_fields</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.ooda.html">openssa.deprecated.ooda namespace</a><ul>
 <li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.ooda.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.ooda.deprecated.html">openssa.deprecated.ooda.deprecated namespace</a><ul>
@@ -363,6 +418,116 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.html">openssa.deprecated.utils namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html">openssa.deprecated.utils.deprecated namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.html#submodules">Submodules</a><ul>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEBUG"><code class="docutils literal notranslate"><span class="pre">Config.DEBUG</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_7B</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_70B</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_API_VERSION"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_API_VERSION</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_BASE</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_KEY</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_URL</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.setenv"><code class="docutils literal notranslate"><span class="pre">Config.setenv()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.llms.html"><code class="docutils literal notranslate"><span class="pre">AnLLM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.client"><code class="docutils literal notranslate"><span class="pre">AnLLM.client</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AnLLM.aclient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.call"><code class="docutils literal notranslate"><span class="pre">AnLLM.call()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.acall"><code class="docutils literal notranslate"><span class="pre">AnLLM.acall()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.create_embeddings"><code class="docutils literal notranslate"><span class="pre">AnLLM.create_embeddings()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.get_response"><code class="docutils literal notranslate"><span class="pre">AnLLM.get_response()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.parse_output"><code class="docutils literal notranslate"><span class="pre">AnLLM.parse_output()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM"><code class="docutils literal notranslate"><span class="pre">OpenAILLM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.client</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.aclient"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.aclient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_default"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_default()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo_1106()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_0125_preview()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_1106_preview()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_default()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_70b()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_7b()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_yi_34b()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_intel_neural_chat_7b()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM"><code class="docutils literal notranslate"><span class="pre">AzureLLM</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.client"><code class="docutils literal notranslate"><span class="pre">AzureLLM.client</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AzureLLM.aclient</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_default()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35_16k()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_4()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.logs.html"><code class="docutils literal notranslate"><span class="pre">Logs</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.get_logger"><code class="docutils literal notranslate"><span class="pre">Logs.get_logger()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry_and_exit()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_exit()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_aitomatic_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_jp_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_4_0125_preview_sc()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_4_0125_preview_sc()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.utils.html"><code class="docutils literal notranslate"><span class="pre">Utils</span></code></a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_query_response()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_discuss_result()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_gdrive"><code class="docutils literal notranslate"><span class="pre">Utils.download_gdrive()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_s3"><code class="docutils literal notranslate"><span class="pre">Utils.download_s3()</span></code></a></li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.timeit"><code class="docutils literal notranslate"><span class="pre">Utils.timeit()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </div>
 </section>
diff --git a/openssa.deprecated.integrations.api_context.html b/openssa.deprecated.integrations.api_context.html
new file mode 100644
index 000000000..380fef05e
--- /dev/null
+++ b/openssa.deprecated.integrations.api_context.html
@@ -0,0 +1,182 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <dl class="py class" id="module-openssa.deprecated.integrations.api_context">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.integrations.api_context.</span></span><span class="sig-name descname"><span class="pre">AbstractAPIContext</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">type</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">version</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">engine</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">max_tokens</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">temperature</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">is_chat_completion</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">BaseModel</span></code>, <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.type">
+<span class="sig-name descname"><span class="pre">type</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.type" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.key">
+<span class="sig-name descname"><span class="pre">key</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.key" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.base">
+<span class="sig-name descname"><span class="pre">base</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.base" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.version">
+<span class="sig-name descname"><span class="pre">version</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.version" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.model">
+<span class="sig-name descname"><span class="pre">model</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.model" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.engine">
+<span class="sig-name descname"><span class="pre">engine</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens">
+<span class="sig-name descname"><span class="pre">max_tokens</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">int</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature">
+<span class="sig-name descname"><span class="pre">temperature</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">float</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion">
+<span class="sig-name descname"><span class="pre">is_chat_completion</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">bool</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">from_defaults</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults" title="Link to this definition">¶</a></dt>
+<dd><p>Return a new instance of this class with default values filled in.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields">
+<span class="sig-name descname"><span class="pre">model_computed_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">ComputedFieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields" title="Link to this definition">¶</a></dt>
+<dd><p>A dictionary of computed field names and their corresponding <cite>ComputedFieldInfo</cite> objects.</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config">
+<span class="sig-name descname"><span class="pre">model_config</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">ConfigDict</span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{}</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config" title="Link to this definition">¶</a></dt>
+<dd><p>Configuration for the model, should be a dictionary conforming to [<cite>ConfigDict</cite>][pydantic.config.ConfigDict].</p>
+</dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields">
+<span class="sig-name descname"><span class="pre">model_fields</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">ClassVar</span><span class="p"><span class="pre">[</span></span><span class="pre">Dict</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">,</span></span><span class="w"> </span><span class="pre">FieldInfo</span><span class="p"><span class="pre">]</span></span><span class="p"><span class="pre">]</span></span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">{'base':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'engine':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'is_chat_completion':</span> <span class="pre">FieldInfo(annotation=Union[bool,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'key':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'max_tokens':</span> <span class="pre">FieldInfo(annotation=Union[int,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'model':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'temperature':</span> <span class="pre">FieldInfo(annotation=Union[float,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'type':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None),</span> <span class="pre">'version':</span> <span class="pre">FieldInfo(annotation=Union[str,</span> <span class="pre">NoneType],</span> <span class="pre">required=False,</span> <span class="pre">default=None)}</span></em><a class="headerlink" href="#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields" title="Link to this definition">¶</a></dt>
+<dd><p>Metadata about the fields defined on the model,
+mapping of field names to [<cite>FieldInfo</cite>][pydantic.fields.FieldInfo] objects.</p>
+<p>This replaces <cite>Model.__fields__</cite> from Pydantic V1.</p>
+</dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.azure.html b/openssa.deprecated.integrations.azure.html
new file mode 100644
index 000000000..4e84dd2d9
--- /dev/null
+++ b/openssa.deprecated.integrations.azure.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations.azure namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations.azure namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations.azure">
+<span id="openssa-deprecated-integrations-azure-namespace"></span><h1>openssa.deprecated.integrations.azure namespace<a class="headerlink" href="#module-openssa.deprecated.integrations.azure" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.azure.ssm.html b/openssa.deprecated.integrations.azure.ssm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.azure.ssm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.html b/openssa.deprecated.integrations.html
new file mode 100644
index 000000000..e05643ef0
--- /dev/null
+++ b/openssa.deprecated.integrations.html
@@ -0,0 +1,168 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations">
+<span id="openssa-deprecated-integrations-namespace"></span><h1>openssa.deprecated.integrations namespace<a class="headerlink" href="#module-openssa.deprecated.integrations" title="Link to this heading">¶</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.azure.html">openssa.deprecated.integrations.azure namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.azure.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html">openssa.deprecated.integrations.huggingface namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html">openssa.deprecated.integrations.lepton_ai namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html">openssa.deprecated.integrations.llama_index namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.openai.html">openssa.deprecated.integrations.openai namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.openai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.type"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.type</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.key"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.key</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.base"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.base</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.version"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.version</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.engine</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.max_tokens</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.temperature</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.is_chat_completion</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.from_defaults()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_computed_fields</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_config</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_fields</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.huggingface.html b/openssa.deprecated.integrations.huggingface.html
new file mode 100644
index 000000000..9d48183d7
--- /dev/null
+++ b/openssa.deprecated.integrations.huggingface.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations.huggingface namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations.huggingface namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations.huggingface">
+<span id="openssa-deprecated-integrations-huggingface-namespace"></span><h1>openssa.deprecated.integrations.huggingface namespace<a class="headerlink" href="#module-openssa.deprecated.integrations.huggingface" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.huggingface.slm.html b/openssa.deprecated.integrations.huggingface.slm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.huggingface.slm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.huggingface.ssm.html b/openssa.deprecated.integrations.huggingface.ssm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.huggingface.ssm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.lepton_ai.html b/openssa.deprecated.integrations.lepton_ai.html
new file mode 100644
index 000000000..335778929
--- /dev/null
+++ b/openssa.deprecated.integrations.lepton_ai.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations.lepton_ai namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations.lepton_ai namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations.lepton_ai">
+<span id="openssa-deprecated-integrations-lepton-ai-namespace"></span><h1>openssa.deprecated.integrations.lepton_ai namespace<a class="headerlink" href="#module-openssa.deprecated.integrations.lepton_ai" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.lepton_ai.ssm.html b/openssa.deprecated.integrations.lepton_ai.ssm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.lepton_ai.ssm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.llama_index.backend.html b/openssa.deprecated.integrations.llama_index.backend.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.llama_index.backend.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.llama_index.html b/openssa.deprecated.integrations.llama_index.html
new file mode 100644
index 000000000..451285cef
--- /dev/null
+++ b/openssa.deprecated.integrations.llama_index.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations.llama_index namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations.llama_index namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations.llama_index">
+<span id="openssa-deprecated-integrations-llama-index-namespace"></span><h1>openssa.deprecated.integrations.llama_index namespace<a class="headerlink" href="#module-openssa.deprecated.integrations.llama_index" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.llama_index.ssm.html b/openssa.deprecated.integrations.llama_index.ssm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.llama_index.ssm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.openai.html b/openssa.deprecated.integrations.openai.html
new file mode 100644
index 000000000..67204b8e1
--- /dev/null
+++ b/openssa.deprecated.integrations.openai.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.integrations.openai namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.integrations.openai namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.integrations.openai">
+<span id="openssa-deprecated-integrations-openai-namespace"></span><h1>openssa.deprecated.integrations.openai namespace<a class="headerlink" href="#module-openssa.deprecated.integrations.openai" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.integrations.openai.ssm.html b/openssa.deprecated.integrations.openai.ssm.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.integrations.openai.ssm.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.ooda.deprecated.html b/openssa.deprecated.ooda.deprecated.html
index fa334d188..6a5c53f8d 100644
--- a/openssa.deprecated.ooda.deprecated.html
+++ b/openssa.deprecated.ooda.deprecated.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda.deprecated.solver.html b/openssa.deprecated.ooda.deprecated.solver.html
index a31c1a79c..7f85d5b16 100644
--- a/openssa.deprecated.ooda.deprecated.solver.html
+++ b/openssa.deprecated.ooda.deprecated.solver.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda.heuristic.html b/openssa.deprecated.ooda.heuristic.html
index ea02fcd0a..fec6e95a4 100644
--- a/openssa.deprecated.ooda.heuristic.html
+++ b/openssa.deprecated.ooda.heuristic.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda.html b/openssa.deprecated.ooda.html
index 0f8212c38..697e9b992 100644
--- a/openssa.deprecated.ooda.html
+++ b/openssa.deprecated.ooda.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda.ooda_loop.html b/openssa.deprecated.ooda.ooda_loop.html
index a745294c1..94f69a88f 100644
--- a/openssa.deprecated.ooda.ooda_loop.html
+++ b/openssa.deprecated.ooda.ooda_loop.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda.task.html b/openssa.deprecated.ooda.task.html
index 169a64846..db10b52a3 100644
--- a/openssa.deprecated.ooda.task.html
+++ b/openssa.deprecated.ooda.task.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.builtin_agents.html b/openssa.deprecated.ooda_rag.builtin_agents.html
index bdb861b14..1420609f1 100644
--- a/openssa.deprecated.ooda_rag.builtin_agents.html
+++ b/openssa.deprecated.ooda_rag.builtin_agents.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -108,7 +108,7 @@
 
 <dl class="py class">
 <dt class="sig sig-object py" id="openssa.deprecated.ooda_rag.builtin_agents.TaskAgent">
-<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.ooda_rag.builtin_agents.</span></span><span class="sig-name descname"><span class="pre">TaskAgent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">llm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">AnLLM</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">messages</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.ooda_rag.builtin_agents.TaskAgent" title="Link to this definition">¶</a></dt>
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.ooda_rag.builtin_agents.</span></span><span class="sig-name descname"><span class="pre">TaskAgent</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">llm</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM" title="openssa.deprecated.utils.llms.AnLLM"><span class="pre">AnLLM</span></a></span></em>, <em class="sig-param"><span class="n"><span class="pre">messages</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">List</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.ooda_rag.builtin_agents.TaskAgent" title="Link to this definition">¶</a></dt>
 <dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
 <p>Abstract base class for all task agents.</p>
 <dl class="py method">
diff --git a/openssa.deprecated.ooda_rag.custom.html b/openssa.deprecated.ooda_rag.custom.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.custom.html
+++ b/openssa.deprecated.ooda_rag.custom.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.heuristic.html b/openssa.deprecated.ooda_rag.heuristic.html
index 365f56bc7..528881d36 100644
--- a/openssa.deprecated.ooda_rag.heuristic.html
+++ b/openssa.deprecated.ooda_rag.heuristic.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.html b/openssa.deprecated.ooda_rag.html
index d6876da51..a930e0b67 100644
--- a/openssa.deprecated.ooda_rag.html
+++ b/openssa.deprecated.ooda_rag.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.notifier.html b/openssa.deprecated.ooda_rag.notifier.html
index 3a7ef642e..0c6166c8f 100644
--- a/openssa.deprecated.ooda_rag.notifier.html
+++ b/openssa.deprecated.ooda_rag.notifier.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.ooda.html b/openssa.deprecated.ooda_rag.ooda.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.ooda.html
+++ b/openssa.deprecated.ooda_rag.ooda.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.ooda_ssa.html b/openssa.deprecated.ooda_rag.ooda_ssa.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.ooda_ssa.html
+++ b/openssa.deprecated.ooda_rag.ooda_ssa.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.prompts.html b/openssa.deprecated.ooda_rag.prompts.html
index d2857f89b..7dea03ae9 100644
--- a/openssa.deprecated.ooda_rag.prompts.html
+++ b/openssa.deprecated.ooda_rag.prompts.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.query_rewritting_engine.html b/openssa.deprecated.ooda_rag.query_rewritting_engine.html
index 6ff147982..0f4e72272 100644
--- a/openssa.deprecated.ooda_rag.query_rewritting_engine.html
+++ b/openssa.deprecated.ooda_rag.query_rewritting_engine.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.rag_ooda.html b/openssa.deprecated.ooda_rag.rag_ooda.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.rag_ooda.html
+++ b/openssa.deprecated.ooda_rag.rag_ooda.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.dense_x.base.html b/openssa.deprecated.ooda_rag.resources.dense_x.base.html
index 0d6cdc088..a9b921f4e 100644
--- a/openssa.deprecated.ooda_rag.resources.dense_x.base.html
+++ b/openssa.deprecated.ooda_rag.resources.dense_x.base.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.dense_x.dense_x.html b/openssa.deprecated.ooda_rag.resources.dense_x.dense_x.html
index dcfb94586..dcc4a4469 100644
--- a/openssa.deprecated.ooda_rag.resources.dense_x.dense_x.html
+++ b/openssa.deprecated.ooda_rag.resources.dense_x.dense_x.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.dense_x.html b/openssa.deprecated.ooda_rag.resources.dense_x.html
index 33f82901c..d14ed475f 100644
--- a/openssa.deprecated.ooda_rag.resources.dense_x.html
+++ b/openssa.deprecated.ooda_rag.resources.dense_x.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.html b/openssa.deprecated.ooda_rag.resources.html
index a675ad661..19ac61454 100644
--- a/openssa.deprecated.ooda_rag.resources.html
+++ b/openssa.deprecated.ooda_rag.resources.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.rag_resource.html b/openssa.deprecated.ooda_rag.resources.rag_resource.html
index 73405958a..05a3e824f 100644
--- a/openssa.deprecated.ooda_rag.resources.rag_resource.html
+++ b/openssa.deprecated.ooda_rag.resources.rag_resource.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.standard_vi.html b/openssa.deprecated.ooda_rag.resources.standard_vi.html
index a1f4b2e77..1bfed2546 100644
--- a/openssa.deprecated.ooda_rag.resources.standard_vi.html
+++ b/openssa.deprecated.ooda_rag.resources.standard_vi.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.html b/openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.html
index 74b6092f2..3c7dc337c 100644
--- a/openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.html
+++ b/openssa.deprecated.ooda_rag.resources.standard_vi.standard_vi.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ooda_rag.tools.html b/openssa.deprecated.ooda_rag.tools.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ooda_rag.tools.html
+++ b/openssa.deprecated.ooda_rag.tools.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.prompts.html b/openssa.deprecated.prompts.html
index 33278ed32..b6972afb5 100644
--- a/openssa.deprecated.prompts.html
+++ b/openssa.deprecated.prompts.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssa.agent.html b/openssa.deprecated.ssa.agent.html
index 2d07b1a3b..1a752044b 100644
--- a/openssa.deprecated.ssa.agent.html
+++ b/openssa.deprecated.ssa.agent.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssa.html b/openssa.deprecated.ssa.html
index 317341453..790447265 100644
--- a/openssa.deprecated.ssa.html
+++ b/openssa.deprecated.ssa.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssa.rag_ssa.html b/openssa.deprecated.ssa.rag_ssa.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssa.rag_ssa.html
+++ b/openssa.deprecated.ssa.rag_ssa.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssa.ssa.html b/openssa.deprecated.ssa.ssa.html
index 3efc7461b..f274149dc 100644
--- a/openssa.deprecated.ssa.ssa.html
+++ b/openssa.deprecated.ssa.ssa.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssa.ssa_service.html b/openssa.deprecated.ssa.ssa_service.html
index f3d935207..b14c843ad 100644
--- a/openssa.deprecated.ssa.ssa_service.html
+++ b/openssa.deprecated.ssa.ssa_service.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.abstract_ssm.html b/openssa.deprecated.ssm.abstract_ssm.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssm.abstract_ssm.html
+++ b/openssa.deprecated.ssm.abstract_ssm.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.abstract_ssm_builder.html b/openssa.deprecated.ssm.abstract_ssm_builder.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssm.abstract_ssm_builder.html
+++ b/openssa.deprecated.ssm.abstract_ssm_builder.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.base_ssm.html b/openssa.deprecated.ssm.base_ssm.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssm.base_ssm.html
+++ b/openssa.deprecated.ssm.base_ssm.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.base_ssm_builder.html b/openssa.deprecated.ssm.base_ssm_builder.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssm.base_ssm_builder.html
+++ b/openssa.deprecated.ssm.base_ssm_builder.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.html b/openssa.deprecated.ssm.html
index 0fbc4ce49..8e4b7cd0a 100644
--- a/openssa.deprecated.ssm.html
+++ b/openssa.deprecated.ssm.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.ssm.rag_ssm.html b/openssa.deprecated.ssm.rag_ssm.html
index 80e81e608..60b8683de 100644
--- a/openssa.deprecated.ssm.rag_ssm.html
+++ b/openssa.deprecated.ssm.rag_ssm.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
diff --git a/openssa.deprecated.utils.config.html b/openssa.deprecated.utils.config.html
new file mode 100644
index 000000000..c25461dac
--- /dev/null
+++ b/openssa.deprecated.utils.config.html
@@ -0,0 +1,198 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <dl class="py class" id="module-openssa.deprecated.utils.config">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.config.</span></span><span class="sig-name descname"><span class="pre">Config</span></span><a class="headerlink" href="#openssa.deprecated.utils.config.Config" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class is used to store config setings, as well as
+secrets, such as API keys, tokens, etc.
+By default, they come from documented environment variables.
+But the user can override them by setting them directly
+in the Config object.</p>
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.DEBUG">
+<span class="sig-name descname"><span class="pre">DEBUG</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">False</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.DEBUG" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE">
+<span class="sig-name descname"><span class="pre">DEFAULT_TEMPERATURE</span></span><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">0.0</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY">
+<span class="sig-name descname"><span class="pre">AITOMATIC_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AITOMATIC_API_URL">
+<span class="sig-name descname"><span class="pre">AITOMATIC_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://aimo-api-mvp.platform.aitomatic.com/api/v1'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B">
+<span class="sig-name descname"><span class="pre">AITOMATIC_API_URL_7B</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B">
+<span class="sig-name descname"><span class="pre">AITOMATIC_API_URL_70B</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.OPENAI_API_KEY">
+<span class="sig-name descname"><span class="pre">OPENAI_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.OPENAI_API_KEY" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.OPENAI_API_URL">
+<span class="sig-name descname"><span class="pre">OPENAI_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://api.openai.com/v1'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.OPENAI_API_URL" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AZURE_API_VERSION">
+<span class="sig-name descname"><span class="pre">AZURE_API_VERSION</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'2024-02-15-preview'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AZURE_API_VERSION" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY">
+<span class="sig-name descname"><span class="pre">AZURE_OPENAI_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL">
+<span class="sig-name descname"><span class="pre">AZURE_OPENAI_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://aiva-japan.openai.azure.com'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY">
+<span class="sig-name descname"><span class="pre">US_AZURE_OPENAI_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE">
+<span class="sig-name descname"><span class="pre">US_AZURE_OPENAI_API_BASE</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://aiva-dev.openai.azure.com/'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.LEPTON_API_KEY">
+<span class="sig-name descname"><span class="pre">LEPTON_API_KEY</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">None</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.LEPTON_API_KEY" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py attribute">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.LEPTON_API_URL">
+<span class="sig-name descname"><span class="pre">LEPTON_API_URL</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">None</span></em><em class="property"><span class="w"> </span><span class="p"><span class="pre">=</span></span><span class="w"> </span><span class="pre">'https://llama2-7b.lepton.run/api/v1'</span></em><a class="headerlink" href="#openssa.deprecated.utils.config.Config.LEPTON_API_URL" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.config.Config.setenv">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">setenv</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">var_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.config.Config.setenv" title="Link to this definition">¶</a></dt>
+<dd><p>Copy the value of a config variable to an environment variable.
+If the variable is not set, nothing is changed.</p>
+</dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.deprecated.aitomatic_llm_config.html b/openssa.deprecated.utils.deprecated.aitomatic_llm_config.html
new file mode 100644
index 000000000..76a28665d
--- /dev/null
+++ b/openssa.deprecated.utils.deprecated.aitomatic_llm_config.html
@@ -0,0 +1,169 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <p id="module-openssa.deprecated.utils.deprecated.aitomatic_llm_config">import os
+from openai import OpenAI
+from dotenv import load_dotenv</p>
+<p>load_dotenv(override=True)</p>
+<dl>
+<dt>class AitomaticLLMConfig:</dt><dd><p>&#64;classmethod
+def get_llama2_70b(cls):</p>
+<blockquote>
+<div><dl class="simple">
+<dt>return OpenAI(</dt><dd><p>api_key=os.environ.get(“LEPTON_API_KEY”, “”),
+base_url=”<a class="reference external" href="https://llama2-70b.lepton.run/api/v1">https://llama2-70b.lepton.run/api/v1</a>”,</p>
+</dd>
+</dl>
+<p>)</p>
+</div></blockquote>
+<p>&#64;classmethod
+def get_intel_neural_chat_7b(cls):</p>
+<blockquote>
+<div><dl class="simple">
+<dt>url_base = os.environ.get(</dt><dd><p>“AITOMATIC_INTEL_NEURAL_CHAT_7B_URL_BASE”, “<a class="reference external" href="http://34.145.174.152:8000/v1">http://34.145.174.152:8000/v1</a>”</p>
+</dd>
+</dl>
+<p>)
+llm = OpenAI(base_url=url_base)
+return llm</p>
+</div></blockquote>
+<p>&#64;classmethod
+def get_aimo_llm(cls):</p>
+<blockquote>
+<div><p>url_base = os.environ.get(“AIMO_STANDARD_URL_BASE”, “”)
+llm = OpenAI(</p>
+<blockquote>
+<div><p>base_url=url_base,</p>
+</div></blockquote>
+<p>)
+return llm</p>
+</div></blockquote>
+<p>&#64;classmethod
+def get_openai(cls):</p>
+<blockquote>
+<div><dl class="simple">
+<dt>return OpenAI(</dt><dd><p>api_key=os.environ.get(“OPENAI_API_KEY”, “”),
+base_url=”<a class="reference external" href="https://api.openai.com/v1">https://api.openai.com/v1</a>”,</p>
+</dd>
+</dl>
+<p>)</p>
+</div></blockquote>
+<p>&#64;classmethod
+def get_aitomatic_llm(cls):</p>
+<blockquote>
+<div><p>return cls.get_openai()</p>
+</div></blockquote>
+<p>&#64;classmethod
+def get_aitomatic_llm_secured(cls):</p>
+<blockquote>
+<div><dl class="simple">
+<dt>return OpenAI(</dt><dd><p>api_key=os.environ.get(“AITOMATIC_API_KEY”, “AITOMATIC”),
+base_url=”<a class="reference external" href="https://aimo-api-mvp.platform.aitomatic.com/api/v1">https://aimo-api-mvp.platform.aitomatic.com/api/v1</a>”,</p>
+</dd>
+</dl>
+<p>)</p>
+</div></blockquote>
+</dd>
+</dl>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.deprecated.html b/openssa.deprecated.utils.deprecated.html
new file mode 100644
index 000000000..5ed375c09
--- /dev/null
+++ b/openssa.deprecated.utils.deprecated.html
@@ -0,0 +1,113 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.utils.deprecated namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.utils.deprecated namespace</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.utils.deprecated">
+<span id="openssa-deprecated-utils-deprecated-namespace"></span><h1>openssa.deprecated.utils.deprecated namespace<a class="headerlink" href="#module-openssa.deprecated.utils.deprecated" title="Link to this heading">¶</a></h1>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.deprecated.llama_index_api.html b/openssa.deprecated.utils.deprecated.llama_index_api.html
new file mode 100644
index 000000000..60b8683de
--- /dev/null
+++ b/openssa.deprecated.utils.deprecated.llama_index_api.html
@@ -0,0 +1,105 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.html b/openssa.deprecated.utils.html
new file mode 100644
index 000000000..17cc69d2a
--- /dev/null
+++ b/openssa.deprecated.utils.html
@@ -0,0 +1,223 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>openssa.deprecated.utils namespace</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>openssa.deprecated.utils namespace</li>
+  </ul>
+  
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+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <section id="module-openssa.deprecated.utils">
+<span id="openssa-deprecated-utils-namespace"></span><h1>openssa.deprecated.utils namespace<a class="headerlink" href="#module-openssa.deprecated.utils" title="Link to this heading">¶</a></h1>
+<section id="subpackages">
+<h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html">openssa.deprecated.utils.deprecated namespace</a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+<section id="submodules">
+<h2>Submodules<a class="headerlink" href="#submodules" title="Link to this heading">¶</a></h2>
+<div class="toctree-wrapper compound">
+<ul>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEBUG"><code class="docutils literal notranslate"><span class="pre">Config.DEBUG</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_7B</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_70B</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_API_VERSION"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_API_VERSION</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_BASE</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_KEY</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_URL</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.setenv"><code class="docutils literal notranslate"><span class="pre">Config.setenv()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.llms.html"><code class="docutils literal notranslate"><span class="pre">AnLLM</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.client"><code class="docutils literal notranslate"><span class="pre">AnLLM.client</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AnLLM.aclient</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.call"><code class="docutils literal notranslate"><span class="pre">AnLLM.call()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.acall"><code class="docutils literal notranslate"><span class="pre">AnLLM.acall()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.create_embeddings"><code class="docutils literal notranslate"><span class="pre">AnLLM.create_embeddings()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.get_response"><code class="docutils literal notranslate"><span class="pre">AnLLM.get_response()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.parse_output"><code class="docutils literal notranslate"><span class="pre">AnLLM.parse_output()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM"><code class="docutils literal notranslate"><span class="pre">OpenAILLM</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.client</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.aclient"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.aclient</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_default"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_default()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo_1106()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_0125_preview()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_1106_preview()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_default()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_70b()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_7b()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_yi_34b()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_intel_neural_chat_7b()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM"><code class="docutils literal notranslate"><span class="pre">AzureLLM</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.client"><code class="docutils literal notranslate"><span class="pre">AzureLLM.client</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AzureLLM.aclient</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_default()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35_16k()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_4()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.logs.html"><code class="docutils literal notranslate"><span class="pre">Logs</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.get_logger"><code class="docutils literal notranslate"><span class="pre">Logs.get_logger()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry_and_exit()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_exit()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_aitomatic_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_jp_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_4_0125_preview_sc()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_4_0125_preview_sc()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l1"><a class="reference internal" href="openssa.deprecated.utils.utils.html"><code class="docutils literal notranslate"><span class="pre">Utils</span></code></a><ul>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_query_response()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_discuss_result()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_gdrive"><code class="docutils literal notranslate"><span class="pre">Utils.download_gdrive()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_s3"><code class="docutils literal notranslate"><span class="pre">Utils.download_s3()</span></code></a></li>
+<li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.timeit"><code class="docutils literal notranslate"><span class="pre">Utils.timeit()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</div>
+</section>
+</section>
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.llms.html b/openssa.deprecated.utils.llms.html
new file mode 100644
index 000000000..352f8976d
--- /dev/null
+++ b/openssa.deprecated.utils.llms.html
@@ -0,0 +1,270 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
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+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
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+          <div class="body-header" role="navigation" aria-label="navigation">
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+    <li><a href="index.html">Docs</a> &raquo;</li>
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+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <p id="module-openssa.deprecated.utils.llms">Language Model (LM) interfaces.</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.llms.</span></span><span class="sig-name descname"><span class="pre">AnLLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">user_id:</span> <span class="pre">str</span> <span class="pre">=</span> <span class="pre">'openssa'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">usage_logger:</span> <span class="pre">~openssa.deprecated.utils.usage_logger.AbstractUsageLogger</span> <span class="pre">=</span> <span class="pre">&lt;openssa.deprecated.utils.usage_logger.BasicUsageLogger</span> <span class="pre">object&gt;</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">**additional_kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>This class provides a consistent API for the different LLM services.
+Intended usage:</p>
+<blockquote>
+<div><p>from openssa.deprecated.utils.llms import OpenAILLM, AitomaticLLM, AzureLLM</p>
+<p>llm1 = OpenAILLM.get_default()
+llm1.call(messages=[{“role”: “user”, “content”: “Say this is a test”}], stream=True)
+llm1.create_embeddings()</p>
+<p>llm2 = AitomaticLLM.get_default()
+llm3 = AitoLLM.get_gpt_35_turbo_0613()</p>
+<p>llm4 = AzureLLM.get_default()</p>
+</div></blockquote>
+<p>etc.</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.client">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">client</span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.client" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.aclient">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">aclient</span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.aclient" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.call">
+<span class="sig-name descname"><span class="pre">call</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_chat</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.call" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.acall">
+<em class="property"><span class="pre">async</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">acall</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">is_chat</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">bool</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.acall" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.create_embeddings">
+<span class="sig-name descname"><span class="pre">create_embeddings</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.create_embeddings" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.get_response">
+<span class="sig-name descname"><span class="pre">get_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">prompt</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">messages</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">list</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">role</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'user'</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">str</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.get_response" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AnLLM.parse_output">
+<span class="sig-name descname"><span class="pre">parse_output</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">output</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AnLLM.parse_output" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.llms.</span></span><span class="sig-name descname"><span class="pre">OpenAILLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'gpt-3.5-turbo-0125'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'https://api.openai.com/v1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">additional_kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#openssa.deprecated.utils.llms.AnLLM" title="openssa.deprecated.utils.llms.AnLLM"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnLLM</span></code></a></p>
+<p>This class represents the OpenAI-hosted LLMs</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.client">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">client</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">OpenAI</span></em><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.client" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.aclient">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">aclient</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">AsyncOpenAI</span></em><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.aclient" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.get_default">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_default</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><span class="pre">OpenAILLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.get_default" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_35_turbo_1106</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><span class="pre">OpenAILLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_35_turbo</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><span class="pre">OpenAILLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_4_0125_preview</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><span class="pre">OpenAILLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_4_1106_preview</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><span class="pre">OpenAILLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.llms.</span></span><span class="sig-name descname"><span class="pre">AitomaticLLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'llama2-7b'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'https://aimo-api-mvp.platform.aitomatic.com/api/v1'</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">additional_kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#openssa.deprecated.utils.llms.OpenAILLM" title="openssa.deprecated.utils.llms.OpenAILLM"><code class="xref py py-class docutils literal notranslate"><span class="pre">OpenAILLM</span></code></a></p>
+<p>This class represents the Aitomatic-hosted LLMs</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM.get_default">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_default</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="openssa.deprecated.utils.llms.AitomaticLLM"><span class="pre">AitomaticLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM.get_default" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_llama2_70b</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="openssa.deprecated.utils.llms.AitomaticLLM"><span class="pre">AitomaticLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_llama2_7b</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="openssa.deprecated.utils.llms.AitomaticLLM"><span class="pre">AitomaticLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_yi_34b</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="openssa.deprecated.utils.llms.AitomaticLLM"><span class="pre">AitomaticLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_intel_neural_chat_7b</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AitomaticLLM" title="openssa.deprecated.utils.llms.AitomaticLLM"><span class="pre">AitomaticLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.llms.</span></span><span class="sig-name descname"><span class="pre">AzureLLM</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">model</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_base</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">api_key</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">None</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#openssa.deprecated.utils.llms.AnLLM" title="openssa.deprecated.utils.llms.AnLLM"><code class="xref py py-class docutils literal notranslate"><span class="pre">AnLLM</span></code></a></p>
+<p>This class represents the Azure-hosted LLMs</p>
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.client">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">client</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">AzureOpenAI</span></em><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.client" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py property">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.aclient">
+<em class="property"><span class="pre">property</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">aclient</span></span><em class="property"><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="pre">AsyncAzureOpenAI</span></em><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.aclient" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.get_default">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_default</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AzureLLM" title="openssa.deprecated.utils.llms.AzureLLM"><span class="pre">AzureLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.get_default" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.get_gpt_35">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_35</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AzureLLM" title="openssa.deprecated.utils.llms.AzureLLM"><span class="pre">AzureLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_35_16k</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AzureLLM" title="openssa.deprecated.utils.llms.AzureLLM"><span class="pre">AzureLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.llms.AzureLLM.get_gpt_4">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_gpt_4</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><a class="reference internal" href="#openssa.deprecated.utils.llms.AzureLLM" title="openssa.deprecated.utils.llms.AzureLLM"><span class="pre">AzureLLM</span></a></span></span><a class="headerlink" href="#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.logs.html b/openssa.deprecated.utils.logs.html
new file mode 100644
index 000000000..59f80da52
--- /dev/null
+++ b/openssa.deprecated.utils.logs.html
@@ -0,0 +1,135 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <dl class="py class" id="module-openssa.deprecated.utils.logs">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.logs.Logs">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.logs.</span></span><span class="sig-name descname"><span class="pre">Logs</span></span><a class="headerlink" href="#openssa.deprecated.utils.logs.Logs" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.logs.Logs.get_logger">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_logger</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">name</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">Logger</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.logs.Logs.get_logger" title="Link to this definition">¶</a></dt>
+<dd><p>Gets a new/existing logger with the given name and log level</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_log_entry_and_exit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">extra_args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">the_logger</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">None</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_entry</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_exit</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">True</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to log function entry and exit.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.logs.Logs.do_log_entry">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_log_entry</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">extra_args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.logs.Logs.do_log_entry" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to log function entry.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.logs.Logs.do_log_exit">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_log_exit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">*</span></span><span class="n"><span class="pre">extra_args</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">log_level</span></span><span class="o"><span class="pre">=</span></span><span class="default_value"><span class="pre">10</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.logs.Logs.do_log_exit" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to log function exit.</p>
+</dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.rag_service_contexts.html b/openssa.deprecated.utils.rag_service_contexts.html
new file mode 100644
index 000000000..30c6d8c51
--- /dev/null
+++ b/openssa.deprecated.utils.rag_service_contexts.html
@@ -0,0 +1,146 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <dl class="py class" id="module-openssa.deprecated.utils.rag_service_contexts">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.rag_service_contexts.</span></span><span class="sig-name descname"><span class="pre">ServiceContextManager</span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_aitomatic_sc</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_openai_sc</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_azure_openai_sc</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_openai_35_turbo_sc</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_azure_jp_openai_35_turbo_sc</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_azure_openai_4_0125_preview_sc</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc">
+<em class="property"><span class="pre">classmethod</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">get_openai_4_0125_preview_sc</span></span><span class="sig-paren">(</span><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">ServiceContext</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.usage_logger.html b/openssa.deprecated.utils.usage_logger.html
new file mode 100644
index 000000000..340cc794d
--- /dev/null
+++ b/openssa.deprecated.utils.usage_logger.html
@@ -0,0 +1,127 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <dl class="py class" id="module-openssa.deprecated.utils.usage_logger">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.usage_logger.AbstractUsageLogger">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.usage_logger.</span></span><span class="sig-name descname"><span class="pre">AbstractUsageLogger</span></span><a class="headerlink" href="#openssa.deprecated.utils.usage_logger.AbstractUsageLogger" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">ABC</span></code></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage">
+<em class="property"><span class="pre">abstract</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">log_usage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.usage_logger.BasicUsageLogger">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.usage_logger.</span></span><span class="sig-name descname"><span class="pre">BasicUsageLogger</span></span><a class="headerlink" href="#openssa.deprecated.utils.usage_logger.BasicUsageLogger" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <a class="reference internal" href="#openssa.deprecated.utils.usage_logger.AbstractUsageLogger" title="openssa.deprecated.utils.usage_logger.AbstractUsageLogger"><code class="xref py py-class docutils literal notranslate"><span class="pre">AbstractUsageLogger</span></code></a></p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage">
+<span class="sig-name descname"><span class="pre">log_usage</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="o"><span class="pre">**</span></span><span class="n"><span class="pre">kwargs</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.deprecated.utils.utils.html b/openssa.deprecated.utils.utils.html
new file mode 100644
index 000000000..1c2b91800
--- /dev/null
+++ b/openssa.deprecated.utils.utils.html
@@ -0,0 +1,177 @@
+<!DOCTYPE html>
+<html  lang="en">
+  <head>
+    <meta charset="utf-8">
+    <meta name="viewport" content="width=device-width,initial-scale=1"><meta name="viewport" content="width=device-width, initial-scale=1" />
+
+      <title>&lt;no title&gt;</title>
+    
+          <link rel="stylesheet" href="_static/pygments.css" type="text/css" />
+          <link rel="stylesheet" href="_static/theme.css " type="text/css" />
+      
+      <!-- sphinx script_files -->
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
+        <script src="_static/doctools.js?v=9a2dae69"></script>
+        <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
+
+      
+      <!-- bundled in js (rollup iife) -->
+      <!-- <script src="_static/theme-vendors.js"></script> -->
+      <script src="_static/theme.js" defer></script>
+    
+  <link rel="index" title="Index" href="genindex.html" />
+  <link rel="search" title="Search" href="search.html" /> 
+  </head>
+
+  <body>
+    <div id="app">
+    <div class="theme-container" :class="pageClasses"><navbar @toggle-sidebar="toggleSidebar">
+  <router-link to="index.html" class="home-link">
+    
+      <span class="site-name">openssa</span>
+    
+  </router-link>
+
+  <div class="links">
+    <navlinks class="can-hide">
+
+
+
+    </navlinks>
+  </div>
+</navbar>
+
+      
+      <div class="sidebar-mask" @click="toggleSidebar(false)">
+      </div>
+        <sidebar @toggle-sidebar="toggleSidebar">
+          
+          <navlinks>
+            
+
+
+
+            
+          </navlinks><div id="searchbox" class="searchbox" role="search">
+  <div class="caption"><span class="caption-text">Quick search</span>
+    <div class="searchformwrapper">
+      <form class="search" action="search.html" method="get">
+        <input type="text" name="q" />
+        <input type="submit" value="Search" />
+        <input type="hidden" name="check_keywords" value="yes" />
+        <input type="hidden" name="area" value="default" />
+      </form>
+    </div>
+  </div>
+</div><div class="sidebar-links" role="navigation" aria-label="main navigation">
+  
+</div>
+        </sidebar>
+
+      <page>
+          <div class="body-header" role="navigation" aria-label="navigation">
+  
+  <ul class="breadcrumbs">
+    <li><a href="index.html">Docs</a> &raquo;</li>
+    
+    <li>&lt;no title&gt;</li>
+  </ul>
+  
+
+  <ul class="page-nav">
+</ul>
+  
+</div>
+<hr>
+          <div class="content" role="main" v-pre>
+            
+  <p id="module-openssa.deprecated.utils.utils">Utilities.</p>
+<dl class="py class">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils">
+<em class="property"><span class="pre">class</span><span class="w"> </span></em><span class="sig-prename descclassname"><span class="pre">openssa.deprecated.utils.utils.</span></span><span class="sig-name descname"><span class="pre">Utils</span></span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils" title="Link to this definition">¶</a></dt>
+<dd><p>Bases: <code class="xref py py-class docutils literal notranslate"><span class="pre">object</span></code></p>
+<p>Class containing various utility methods.</p>
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.canonicalize_user_input">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">canonicalize_user_input</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">user_input</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">list</span><span class="p"><span class="pre">[</span></span><span class="pre">dict</span><span class="p"><span class="pre">]</span></span></span></span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.canonicalize_user_input" title="Link to this definition">¶</a></dt>
+<dd><p>Make sure user_input is in the form of a list of dicts,
+e.g., [{“role”: “user”, “content”: “hello”}].</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">canonicalize_discuss_result</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">result</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result" title="Link to this definition">¶</a></dt>
+<dd><p>Make sure response is in the form of a dict,
+e.g., {“role”: “assistant”, “content”: “hello”}.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.canonicalize_query_response">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">canonicalize_query_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">response</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">Any</span></span></em><span class="sig-paren">)</span> <span class="sig-return"><span class="sig-return-icon">&#x2192;</span> <span class="sig-return-typehint"><span class="pre">dict</span></span></span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.canonicalize_query_response" title="Link to this definition">¶</a></dt>
+<dd><p>Make sure response is in the form of a dict
+e.g., {“response”: “hello”, “response_object”: &lt;obj&gt;}</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_canonicalize_user_input</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to canonicalize SSM user input.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_canonicalize_discuss_result</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to canonicalize SSM discuss result.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_canonicalize_query_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response" title="Link to this definition">¶</a></dt>
+<dd><p>Decorator to canonicalize Backend query response.</p>
+</dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_canonicalize_user_input_and_query_response</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">do_canonicalize_user_input_and_discuss_result</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">param_name</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.download_gdrive">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">download_gdrive</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">folder_id</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span></em>, <em class="sig-param"><span class="n"><span class="pre">local_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'./tmp/.docs'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.download_gdrive" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.download_s3">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">download_s3</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">s3_paths</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span><span class="w"> </span><span class="p"><span class="pre">|</span></span><span class="w"> </span><span class="pre">set</span><span class="p"><span class="pre">[</span></span><span class="pre">str</span><span class="p"><span class="pre">]</span></span></span></em>, <em class="sig-param"><span class="n"><span class="pre">local_dir</span></span><span class="p"><span class="pre">:</span></span><span class="w"> </span><span class="n"><span class="pre">str</span></span><span class="w"> </span><span class="o"><span class="pre">=</span></span><span class="w"> </span><span class="default_value"><span class="pre">'./tmp/.docs'</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.download_s3" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+<dl class="py method">
+<dt class="sig sig-object py" id="openssa.deprecated.utils.utils.Utils.timeit">
+<em class="property"><span class="pre">static</span><span class="w"> </span></em><span class="sig-name descname"><span class="pre">timeit</span></span><span class="sig-paren">(</span><em class="sig-param"><span class="n"><span class="pre">func</span></span></em><span class="sig-paren">)</span><a class="headerlink" href="#openssa.deprecated.utils.utils.Utils.timeit" title="Link to this definition">¶</a></dt>
+<dd></dd></dl>
+
+</dd></dl>
+
+
+
+          </div>
+          <div class="page-nav">
+            <div class="inner"><ul class="page-nav">
+</ul><div class="footer" role="contentinfo">
+      &#169; Copyright 2024, Aitomatic, Inc. &lt;engineering@aitomatic.com&gt;.
+    <br>
+    Created using <a href="http://sphinx-doc.org/">Sphinx</a> 8.0.2 with <a href="https://github.com/schettino72/sphinx_press_theme">Press Theme</a> 0.9.1.
+</div>
+            </div>
+          </div>
+      </page>
+    </div></div>
+    
+    
+  </body>
+</html>
\ No newline at end of file
diff --git a/openssa.html b/openssa.html
index aebbc4716..86f9783c6 100644
--- a/openssa.html
+++ b/openssa.html
@@ -10,7 +10,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -109,6 +109,61 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.integrations.html">openssa.deprecated.integrations namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.azure.html">openssa.deprecated.integrations.azure namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.azure.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html">openssa.deprecated.integrations.huggingface namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.huggingface.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html">openssa.deprecated.integrations.lepton_ai namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.lepton_ai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html">openssa.deprecated.integrations.llama_index namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.llama_index.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.openai.html">openssa.deprecated.integrations.openai namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.openai.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.integrations.html#submodules">Submodules</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.type"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.type</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.key"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.key</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.base"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.base</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.version"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.version</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.engine"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.engine</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.max_tokens"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.max_tokens</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.temperature"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.temperature</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.is_chat_completion"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.is_chat_completion</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.from_defaults"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.from_defaults()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_computed_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_computed_fields</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_config"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_config</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.integrations.api_context.html#openssa.deprecated.integrations.api_context.AbstractAPIContext.model_fields"><code class="docutils literal notranslate"><span class="pre">AbstractAPIContext.model_fields</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 <li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.ooda.html">openssa.deprecated.ooda namespace</a><ul>
 <li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.ooda.html#subpackages">Subpackages</a><ul>
 <li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.ooda.deprecated.html">openssa.deprecated.ooda.deprecated namespace</a><ul>
@@ -365,6 +420,116 @@ <h2>Subpackages<a class="headerlink" href="#subpackages" title="Link to this hea
 </li>
 </ul>
 </li>
+<li class="toctree-l3"><a class="reference internal" href="openssa.deprecated.utils.html">openssa.deprecated.utils namespace</a><ul>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.html#subpackages">Subpackages</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html">openssa.deprecated.utils.deprecated namespace</a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.deprecated.html#submodules">Submodules</a><ul class="simple">
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
+<li class="toctree-l4"><a class="reference internal" href="openssa.deprecated.utils.html#submodules">Submodules</a><ul>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.config.html"><code class="docutils literal notranslate"><span class="pre">Config</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEBUG"><code class="docutils literal notranslate"><span class="pre">Config.DEBUG</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.DEFAULT_TEMPERATURE"><code class="docutils literal notranslate"><span class="pre">Config.DEFAULT_TEMPERATURE</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_7B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_7B</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AITOMATIC_API_URL_70B"><code class="docutils literal notranslate"><span class="pre">Config.AITOMATIC_API_URL_70B</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_API_VERSION"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_API_VERSION</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.AZURE_OPENAI_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.AZURE_OPENAI_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.US_AZURE_OPENAI_API_BASE"><code class="docutils literal notranslate"><span class="pre">Config.US_AZURE_OPENAI_API_BASE</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_KEY"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_KEY</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.LEPTON_API_URL"><code class="docutils literal notranslate"><span class="pre">Config.LEPTON_API_URL</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.config.html#openssa.deprecated.utils.config.Config.setenv"><code class="docutils literal notranslate"><span class="pre">Config.setenv()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.llms.html"><code class="docutils literal notranslate"><span class="pre">AnLLM</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.client"><code class="docutils literal notranslate"><span class="pre">AnLLM.client</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AnLLM.aclient</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.call"><code class="docutils literal notranslate"><span class="pre">AnLLM.call()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.acall"><code class="docutils literal notranslate"><span class="pre">AnLLM.acall()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.create_embeddings"><code class="docutils literal notranslate"><span class="pre">AnLLM.create_embeddings()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.get_response"><code class="docutils literal notranslate"><span class="pre">AnLLM.get_response()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AnLLM.parse_output"><code class="docutils literal notranslate"><span class="pre">AnLLM.parse_output()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM"><code class="docutils literal notranslate"><span class="pre">OpenAILLM</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.client"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.client</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.aclient"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.aclient</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_default"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_default()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo_1106"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo_1106()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_35_turbo"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_35_turbo()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_0125_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_0125_preview()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.OpenAILLM.get_gpt_4_1106_preview"><code class="docutils literal notranslate"><span class="pre">OpenAILLM.get_gpt_4_1106_preview()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_default()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_70b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_70b()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_llama2_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_llama2_7b()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_yi_34b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_yi_34b()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AitomaticLLM.get_intel_neural_chat_7b"><code class="docutils literal notranslate"><span class="pre">AitomaticLLM.get_intel_neural_chat_7b()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM"><code class="docutils literal notranslate"><span class="pre">AzureLLM</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.client"><code class="docutils literal notranslate"><span class="pre">AzureLLM.client</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.aclient"><code class="docutils literal notranslate"><span class="pre">AzureLLM.aclient</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_default"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_default()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_35_16k"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_35_16k()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.llms.html#openssa.deprecated.utils.llms.AzureLLM.get_gpt_4"><code class="docutils literal notranslate"><span class="pre">AzureLLM.get_gpt_4()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.logs.html"><code class="docutils literal notranslate"><span class="pre">Logs</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.get_logger"><code class="docutils literal notranslate"><span class="pre">Logs.get_logger()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry_and_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry_and_exit()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_entry"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_entry()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.logs.html#openssa.deprecated.utils.logs.Logs.do_log_exit"><code class="docutils literal notranslate"><span class="pre">Logs.do_log_exit()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_aitomatic_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_aitomatic_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_jp_openai_35_turbo_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_jp_openai_35_turbo_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_azure_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_azure_openai_4_0125_preview_sc()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.rag_service_contexts.html#openssa.deprecated.utils.rag_service_contexts.ServiceContextManager.get_openai_4_0125_preview_sc"><code class="docutils literal notranslate"><span class="pre">ServiceContextManager.get_openai_4_0125_preview_sc()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.AbstractUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">AbstractUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.usage_logger.html#openssa.deprecated.utils.usage_logger.BasicUsageLogger.log_usage"><code class="docutils literal notranslate"><span class="pre">BasicUsageLogger.log_usage()</span></code></a></li>
+</ul>
+</li>
+<li class="toctree-l5"><a class="reference internal" href="openssa.deprecated.utils.utils.html"><code class="docutils literal notranslate"><span class="pre">Utils</span></code></a><ul>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_discuss_result()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_query_response()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_query_response"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_query_response()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.do_canonicalize_user_input_and_discuss_result"><code class="docutils literal notranslate"><span class="pre">Utils.do_canonicalize_user_input_and_discuss_result()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_gdrive"><code class="docutils literal notranslate"><span class="pre">Utils.download_gdrive()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.download_s3"><code class="docutils literal notranslate"><span class="pre">Utils.download_s3()</span></code></a></li>
+<li class="toctree-l6"><a class="reference internal" href="openssa.deprecated.utils.utils.html#openssa.deprecated.utils.utils.Utils.timeit"><code class="docutils literal notranslate"><span class="pre">Utils.timeit()</span></code></a></li>
+</ul>
+</li>
+</ul>
+</li>
+</ul>
+</li>
 </ul>
 </li>
 <li class="toctree-l2"><a class="reference internal" href="openssa.deprecated.html#submodules">Submodules</a><ul>
diff --git a/py-modindex.html b/py-modindex.html
index f25325f2d..ef9e218b5 100644
--- a/py-modindex.html
+++ b/py-modindex.html
@@ -9,7 +9,7 @@
           <link rel="stylesheet" href="_static/theme.css " type="text/css" />
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>
 
@@ -119,6 +119,41 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="openssa.deprecated.backend.html#module-openssa.deprecated.backend"><code class="xref">openssa.deprecated.backend</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.html#module-openssa.deprecated.integrations"><code class="xref">openssa.deprecated.integrations</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.api_context.html#module-openssa.deprecated.integrations.api_context"><code class="xref">openssa.deprecated.integrations.api_context</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.azure.html#module-openssa.deprecated.integrations.azure"><code class="xref">openssa.deprecated.integrations.azure</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.huggingface.html#module-openssa.deprecated.integrations.huggingface"><code class="xref">openssa.deprecated.integrations.huggingface</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.lepton_ai.html#module-openssa.deprecated.integrations.lepton_ai"><code class="xref">openssa.deprecated.integrations.lepton_ai</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.llama_index.html#module-openssa.deprecated.integrations.llama_index"><code class="xref">openssa.deprecated.integrations.llama_index</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.integrations.openai.html#module-openssa.deprecated.integrations.openai"><code class="xref">openssa.deprecated.integrations.openai</code></a></td><td>
+       <em></em></td></tr>
      <tr class="cg-1">
        <td></td>
        <td>&#160;&#160;&#160;
@@ -244,6 +279,51 @@ <h1>Python Module Index</h1>
        <td>&#160;&#160;&#160;
        <a href="openssa.deprecated.ssm.html#module-openssa.deprecated.ssm"><code class="xref">openssa.deprecated.ssm</code></a></td><td>
        <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.html#module-openssa.deprecated.utils"><code class="xref">openssa.deprecated.utils</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.config.html#module-openssa.deprecated.utils.config"><code class="xref">openssa.deprecated.utils.config</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.deprecated.html#module-openssa.deprecated.utils.deprecated"><code class="xref">openssa.deprecated.utils.deprecated</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.deprecated.aitomatic_llm_config.html#module-openssa.deprecated.utils.deprecated.aitomatic_llm_config"><code class="xref">openssa.deprecated.utils.deprecated.aitomatic_llm_config</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.llms.html#module-openssa.deprecated.utils.llms"><code class="xref">openssa.deprecated.utils.llms</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.logs.html#module-openssa.deprecated.utils.logs"><code class="xref">openssa.deprecated.utils.logs</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.rag_service_contexts.html#module-openssa.deprecated.utils.rag_service_contexts"><code class="xref">openssa.deprecated.utils.rag_service_contexts</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.usage_logger.html#module-openssa.deprecated.utils.usage_logger"><code class="xref">openssa.deprecated.utils.usage_logger</code></a></td><td>
+       <em></em></td></tr>
+     <tr class="cg-1">
+       <td></td>
+       <td>&#160;&#160;&#160;
+       <a href="openssa.deprecated.utils.utils.html#module-openssa.deprecated.utils.utils"><code class="xref">openssa.deprecated.utils.utils</code></a></td><td>
+       <em></em></td></tr>
    </table>
 
 
diff --git a/search.html b/search.html
index 5513be0c4..42cd2d907 100644
--- a/search.html
+++ b/search.html
@@ -10,7 +10,7 @@
   
       
       <!-- sphinx script_files -->
-        <script src="_static/documentation_options.js?v=f043a128"></script>
+        <script src="_static/documentation_options.js?v=99d409fe"></script>
         <script src="_static/doctools.js?v=9a2dae69"></script>
         <script src="_static/sphinx_highlight.js?v=dc90522c"></script>